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Benoît Dupont de Dinechin, CTO

Benoît Dupont de Dinechin, CTO · q4 2019 q1 2020 q2 2020 q3 2020 q4 2020 q1 2021 q2 2021 q3 2021 q4 2021 y 2022

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Page 1: Benoît Dupont de Dinechin, CTO · q4 2019 q1 2020 q2 2020 q3 2020 q4 2020 q1 2021 q2 2021 q3 2021 q4 2021 y 2022

Benoît Dupont de Dinechin, CTO

Page 2: Benoît Dupont de Dinechin, CTO · q4 2019 q1 2020 q2 2020 q3 2020 q4 2020 q1 2021 q2 2021 q3 2021 q4 2021 y 2022

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Page 3: Benoît Dupont de Dinechin, CTO · q4 2019 q1 2020 q2 2020 q3 2020 q4 2020 q1 2021 q2 2021 q3 2021 q4 2021 y 2022

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®

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• • • •

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Page 6 ©2019 – Kalray SA All Rights Reserved

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Page 7 ©2019 – Kalray SA All Rights Reserved

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Page 8 ©2019 – Kalray SA All Rights Reserved

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Q4 2019 Q1 2020 Q2 2020 Q3 2020 Q4 2020 Q1 2021 Q2 2021 Q3 2021 Q4 2021 Y 2022

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®•

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Page 23: Benoît Dupont de Dinechin, CTO · q4 2019 q1 2020 q2 2020 q3 2020 q4 2020 q1 2021 q2 2021 q3 2021 q4 2021 y 2022

𝒀 = 𝒇 𝑊1 × 𝑿𝟏 + 𝑊2 × 𝑿𝟐 + 𝑊3 × 𝑿𝟑

Weighted sum of inputs

𝒇( ) is the “activation function” 𝑓 𝑥 = max 0, 𝑥 , “Rectified Linear Unit”

𝑓 𝑥 = tanh 𝑥

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-

-

-

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𝑝11 ⋯ 𝑝1

𝑑2′

⋮ ⋱ ⋮

𝑝𝑑1

1 ⋯ 𝑝𝑑1

𝑑2′

𝑝11 ⋯ 𝑝1

𝑑2

⋮ ⋱ ⋮

𝑝𝑑1

1 ⋯ 𝑝𝑑1

𝑑2

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Page 28 ©2018 – Kalray SA All Rights Reserved

3 3 𝑑𝑖𝑛 [𝑑𝑜𝑢𝑡] 3 3 𝑑𝑖𝑛 [𝑑𝑜𝑢𝑡/4]

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-

-

-

Page 30: Benoît Dupont de Dinechin, CTO · q4 2019 q1 2020 q2 2020 q3 2020 q4 2020 q1 2021 q2 2021 q3 2021 q4 2021 y 2022

post

operation

parameters

get

post

get

operation

get

post

operation

Input activations in DDR

Sub-tile

Tile

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CENTRAL COMPUTING SOLUTION FOR AUTONOMOUS VEHICLES

#1 in automotive semiconductors (11% market share1) #2 in automotive processors (28% market share2)

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ACCEL.

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